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A Comprehensive Survey of Deep Learning in Remote Sensing: Theories, Tools and Challenges for the Community

1 September 2017

John E. Ball

Derek T. Anderson

Chee Seng Chan

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Papers citing "A Comprehensive Survey of Deep Learning in Remote Sensing: Theories, Tools and Challenges for the Community"

35 / 35 papers shown

Title
Adapt then Unlearn: Exploring Parameter Space Semantics for Unlearning in Generative Adversarial Networks Piyush Tiwary Atri Guha Subhodip Panda Prathosh A.P. MU GAN 139 9 0 25 Sep 2023
A generic self-supervised learning (SSL) framework for representation learning from spectra-spatial feature of unlabeled remote sensing imagery Xin Zhang Liangxiu Han SSL 99 3 0 27 Jun 2023
Human-annotated label noise and their impact on ConvNets for remote sensing image scene classification Long Peng T. Wei Xuehong Chen Xiaobei Chen Rui Sun L. Wan Jin Chen Xiaolin Zhu NoLa 61 3 0 20 May 2023
Pre-processing training data improves accuracy and generalisability of convolutional neural network based landscape semantic segmentation A. Clark S. Phinn P. Scarth 39 3 0 28 Apr 2023
High-resolution canopy height map in the Landes forest (France) based on GEDI, Sentinel-1, and Sentinel-2 data with a deep learning approach Martin Schwartz P. Ciais Catherine Ottlé A. D. Truchis C. Véga ... Franccois Morneau David Morin D. Guyon S. Dayau J. Wigneron 95 49 0 20 Dec 2022
Survey of Deep Learning for Autonomous Surface Vehicles in the Marine Environment Yuanyuan Qiao Jiaxin Yin Wei Wang Fábio Duarte Jie Yang C. Ratti 126 81 0 16 Oct 2022
Efficient High-Resolution Deep Learning: A Survey Arian Bakhtiarnia Qi Zhang Alexandros Iosifidis MedIm 158 21 0 26 Jul 2022
Current Trends in Deep Learning for Earth Observation: An Open-source Benchmark Arena for Image Classification I. Dimitrovski Ivan Kitanovski D. Kocev Nikola Simidjievski VLM 101 78 0 14 Jul 2022
Towards Personalized Healthcare in Cardiac Population: The Development of a Wearable ECG Monitoring System, an ECG Lossy Compression Schema, and a ResNet-Based AF Detector Wei-Ying Yi Peng Liu Sheung-Lai Lo Ya-Fen Chan Yu Zhou Yee Leung Kam-Sang Woo Alex Pui-Wai Lee Jiaming Chen K. Leung 113 1 0 11 Jul 2022
Deriving Surface Resistivity from Polarimetric SAR Data Using Dual-Input UNet Bibin Wilson Rajiv Kumar Narayanarao Bhogapurapu Anand P. Singh A. Sethi 39 0 0 05 Jul 2022
A benchmark dataset for deep learning-based airplane detection: HRPlanes Tolga Bakirman Elif Sertel 132 17 0 22 Apr 2022
AiTLAS: Artificial Intelligence Toolbox for Earth Observation I. Dimitrovski Ivan Kitanovski P. Panov Nikola Simidjievski D. Kocev 99 10 0 21 Jan 2022
Machine learning for Earth System Science (ESS): A survey, status and future directions for South Asia Manmeet Singh B. Kumar R. Chattopadhyay K. Amarjyothi Anup K. Sutar Sukanta Roy Suryachandra A. Rao R. Nanjundiah AI4Cl 59 1 0 24 Dec 2021
Unsupervised Deep Anomaly Detection for Multi-Sensor Time-Series Signals Yu-xin Zhang Yiqiang Chen Jindong Wang Zhiwen Pan AI4TS 97 197 0 27 Jul 2021
An Attention-Fused Network for Semantic Segmentation of Very-High-Resolution Remote Sensing Imagery Xuan S. Yang Shanshan Li Zhengchao Chen Jocelyn Chanussot Wenxuan Wang Bing Zhang Baipeng Li Pan Chen SSeg 56 127 0 10 May 2021
MSMatch: Semi-Supervised Multispectral Scene Classification with Few Labels Pablo Gómez Gabriele Meoni 114 36 0 18 Mar 2021
Sensing population distribution from satellite imagery via deep learning: model selection, neighboring effect, and systematic biases Xiao Huang Di Zhu Fan Zhang Tao Liu Xiao Li Lei Zou 73 25 0 03 Mar 2021
A Multiscale Graph Convolutional Network for Change Detection in Homogeneous and Heterogeneous Remote Sensing Images Junzheng Wu Biao Li Yao Qin W. Ni Han Zhang Yuli Sun 71 60 0 16 Feb 2021
Self-Supervised Multisensor Change Detection Sudipan Saha Patrick Ebel Xiaoxiang Zhu SSL 80 80 0 12 Feb 2021
A Review on Deep Learning in UAV Remote Sensing L. Osco J. M. Junior A. P. Ramos L. Jorge S. Fatholahi J. Silva E. Matsubara H. Pistori W. Gonçalves Jonathan Li AI4Cl 101 364 0 22 Jan 2021
A Multiple Classifier Approach for Concatenate-Designed Neural Networks Ka‐Hou Chan S. Im Wei Ke 56 22 0 14 Jan 2021
A CNN Approach to Simultaneously Count Plants and Detect Plantation-Rows from UAV Imagery L. Osco Mauro dos Santos de Arruda D. Gonçalves Alexandre Dias J. Batistoti ... V. Liesenberg Jonathan Li Lingfei Ma J. M. Junior W. Gonçalves 118 100 0 31 Dec 2020
Scale Aware Adaptation for Land-Cover Classification in Remote Sensing Imagery XueQing Deng Yi Zhu Yuxin Tian Shawn D. Newsam 114 25 0 08 Dec 2020
Machine Learning Information Fusion in Earth Observation: A Comprehensive Review of Methods, Applications and Data Sources S. Salcedo-Sanz Pedram Ghamisi M. Piles M. Werner L. Cuadra Á. Moreno-Martínez E. Izquierdo-Verdiguier Jordi Munoz-Marí Amir H. Mosavi G. Camps-Valls 111 181 0 07 Dec 2020
Complex data labeling with deep learning methods: Lessons from fisheries acoustics J. M. Sarr T. Brochier P. Brehmer Y. Perrot A. Bah Abdoulaye Sarré M. A. Jeyid M. Sidibeh S. E. Ayoubi 53 13 0 21 Oct 2020
A Generalizable and Accessible Approach to Machine Learning with Global Satellite Imagery Esther Rolf J. Proctor T. Carleton I. Bolliger Vaishaal Shankar Miyabi Ishihara Benjamin Recht S. Hsiang 164 128 0 16 Oct 2020
A Comprehensive Survey of Machine Learning Applied to Radar Signal Processing Ping Lang Xiongjun Fu M. Martorella Jian Dong Rui Qin Xianpeng Meng M. Xie 43 43 0 29 Sep 2020
Automatic extraction of road intersection points from USGS historical map series using deep convolutional neural networks Mahmoud Saeedimoghaddam T. Stepinski HAI 36 61 0 14 Jul 2020
Convolutional Neural Networks for Global Human Settlements Mapping from Sentinel-2 Satellite Imagery C. Corbane V. Syrris F. Sabo P. Politis M. Melchiorri M. Pesaresi P. Soille T. Kemper 64 117 0 05 Jun 2020
In-domain representation learning for remote sensing Maxim Neumann André Susano Pinto Xiaohua Zhai N. Houlsby SSL 107 65 0 15 Nov 2019
A Comparison and Strategy of Semantic Segmentation on Remote Sensing Images Junxing Hu Ling X. Li Yijun Lin Fengge Wu Junsuo Zhao 61 27 0 24 May 2019
Semantic Referee: A Neural-Symbolic Framework for Enhancing Geospatial Semantic Segmentation Marjan Alirezaie Martin Längkvist Michael Sioutis Amy Loutfi 95 35 0 30 Apr 2019
Deep Learning for Anomaly Detection: A Survey Raghavendra Chalapathy Sanjay Chawla AI4TS 210 1,500 0 10 Jan 2019
Multisource and Multitemporal Data Fusion in Remote Sensing Pedram Ghamisi Behnood Rasti Naoto Yokoya Qunming Wang Bernhard Hofle ... M. Chi K. Anders R. Gloaguen P. M. Atkinson J. Benediktsson 46 146 0 19 Dec 2018
Deep Learning Hyperspectral Image Classification Using Multiple Class-based Denoising Autoencoders, Mixed Pixel Training Augmentation, and Morphological Operations J. Ball Pan Wei 25 14 0 11 Jul 2018